Search Results - "Gay, Skylar S."
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Multi-organ segmentation of abdominal structures from non-contrast and contrast enhanced CT images
Published in Scientific reports (09-11-2022)“…Manually delineating upper abdominal organs at risk (OARs) is a time-consuming task. To develop a deep-learning-based tool for accurate and robust…”
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Fully-automated, CT-only GTV contouring for palliative head and neck radiotherapy
Published in Scientific reports (09-12-2023)“…Planning for palliative radiotherapy is performed without the advantage of MR or PET imaging in many clinics. Here, we investigated CT-only GTV delineation for…”
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Technical Note: Dose prediction for head and neck radiotherapy using a three‐dimensional dense dilated U‐net architecture
Published in Medical physics (Lancaster) (01-09-2021)“…Purpose Radiation therapy treatment planning is a time‐consuming and iterative manual process. Consequently, plan quality varies greatly between and within…”
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Generating High-Quality Lymph Node Clinical Target Volumes for Head and Neck Cancer Radiation Therapy Using a Fully Automated Deep Learning-Based Approach
Published in International journal of radiation oncology, biology, physics (01-03-2021)“…To develop a deep learning model that generates consistent, high-quality lymph node clinical target volumes (CTV) contours for head and neck cancer (HNC)…”
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Deep learning-based dose prediction to improve the plan quality of volumetric modulated arc therapy for gynecologic cancers
Published in Medical physics (Lancaster) (01-11-2023)“…In recent years, deep-learning models have been used to predict entire three-dimensional dose distributions. However, the usability of dose predictions to…”
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Development and dosimetric assessment of an automatic dental artifact classification tool to guide artifact management techniques in a fully automated treatment planning workflow
Published in Computerized medical imaging and graphics (01-06-2021)“…•The classification model automatically identifies dental artifact on a slice-by-slice basis.•The classification tool achieved high sensitivity and…”
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Landmark‐based auto‐contouring of clinical target volumes for radiotherapy of nasopharyngeal cancer
Published in Journal of applied clinical medical physics (01-09-2024)“…Background The delineation of clinical target volumes (CTVs) for radiotherapy for nasopharyngeal cancer is complex and varies based on the location and extent…”
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Identifying the optimal deep learning architecture and parameters for automatic beam aperture definition in 3D radiotherapy
Published in Journal of applied clinical medical physics (01-12-2023)“…Purpose Two‐dimensional radiotherapy is often used to treat cervical cancer in low‐ and middle‐income countries, but treatment planning can be challenging and…”
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Dosimetric impact and detectability of multi‐leaf collimator positioning errors on Varian Halcyon
Published in Journal of applied clinical medical physics (01-08-2019)“…The purpose of this study is to investigate the dosimetric impact of multi‐leaf collimator (MLC) positioning errors on a Varian Halcyon for both random and…”
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A snapshot of medical physics practice patterns
Published in Journal of applied clinical medical physics (01-11-2018)“…A large number of surveys have been sent to the medical physics community addressing many clinical topics for which the medical physicist is, or may be,…”
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Cost‐effective immobilization for whole brain radiation therapy
Published in Journal of applied clinical medical physics (01-07-2017)“…To investigate the inter‐ and intra‐fraction motion associated with the use of a low‐cost tape immobilization technique as an alternative to thermoplastic…”
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